{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "711bc155-8d7d-46e6-9ca0-b4b859515066",
   "metadata": {},
   "outputs": [],
   "source": [
    "# fix python path if working locally\n",
    "from utils import fix_pythonpath_if_working_locally\n",
    "\n",
    "fix_pythonpath_if_working_locally()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d3da8657-2bff-43e1-a96f-db149fa9f409",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a46ecf12-0d29-459f-bd2a-90ae4c745df6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from darts import TimeSeries\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import logging\n",
    "\n",
    "logging.disable(logging.CRITICAL)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f32480c-db7d-4e9f-8ebc-bccf004d817e",
   "metadata": {},
   "source": [
    "# Static Covariates\n",
    "\n",
    "Static covariates are characteristics of a time series / constants which do not change over time. When dealing with multiple time series, static covariates can help specific models improve forecasts. Darts' models will only consider static covariates embedded in the target series (the series for which we want to predict future values) and not past and/or future covariates (external data).\n",
    "\n",
    "In this tutorial we look at:\n",
    "\n",
    "1. how to define static covariates (numeric and/or categorical)\n",
    "2. how to add static covariates to an existing **target** series\n",
    "3. how to add static covariates at TimeSeries creation\n",
    "4. how to use TimeSeries.from_group_dataframe() for automatic extraction of TimeSeries with embedded static covariates\n",
    "5. how to scale/transform/encode static covariates embedded in your series\n",
    "6. how to use static covariates with Darts' models\n",
    "\n",
    "We start by generating a multivariate time series with three components `[\"comp1\", \"comp2\", \"comp3\"]`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "13e632a4-ff6a-4d58-be65-b6bebc37ca2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(0)\n",
    "series = TimeSeries.from_times_and_values(\n",
    "    times=pd.date_range(start=\"2020-01-01\", periods=10, freq=\"h\"),\n",
    "    values=np.random.random((10, 3)),\n",
    "    columns=[\"comp1\", \"comp2\", \"comp3\"],\n",
    ")\n",
    "series.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd068f2c-bc9c-45c7-b757-a7feae6449d5",
   "metadata": {},
   "source": [
    "### 1. Defining static covariates\n",
    "Define your static covariates as a pd.DataFrame where the columns represent the static variables and rows stand for the components of the uni/multivariate `TimeSeries` they will be added to.\n",
    "\n",
    "- The number of rows must either be 1 or equal to the number of components from `series`.\n",
    "- Using a single row static covariate DataFrame with a multivariate (multi component) `series`, the static covariates will be mapped globally to all components."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "90431347-dca7-4dee-b7e4-ef4911da605c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   cont cat\n",
      "0     0   a\n",
      "   cont cat\n",
      "0     0   a\n",
      "1     2   c\n",
      "2     1   b\n"
     ]
    }
   ],
   "source": [
    "# arbitrary continuous and categorical static covariates (single row)\n",
    "static_covs_single = pd.DataFrame(data={\"cont\": [0], \"cat\": [\"a\"]})\n",
    "print(static_covs_single)\n",
    "\n",
    "# multivariate static covariates (multiple components).\n",
    "# note that the number of rows matches the number of components of `series`\n",
    "static_covs_multi = pd.DataFrame(data={\"cont\": [0, 2, 1], \"cat\": [\"a\", \"c\", \"b\"]})\n",
    "print(static_covs_multi)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "127de718-dda2-4423-a02a-b354ef43ba08",
   "metadata": {},
   "source": [
    "### 2. Add static covariates to an existing TimeSeries\n",
    "Create a new series from an existing TimeSeries with added static covariates using method `with_static_covariates()` (see docs [here](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.with_static_covariates))\n",
    "\n",
    "- Single row static covarites with multivariate `series` creates \"global_components\" which are mapped to all components\n",
    "- Multi row static covarites with multivariate `series` will be mapped to the component names of `series` (see static covariate index/row names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "80e40a2e-508d-4494-a066-fa70c1cd520f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Single row static covarites with multivariate `series`\n",
      "static_covariates  cont cat\n",
      "global_components   0.0   a\n",
      "\n",
      "Multi row static covarites with multivariate `series`\n",
      "static_covariates  cont cat\n",
      "component                  \n",
      "comp1               0.0   a\n",
      "comp2               2.0   c\n",
      "comp3               1.0   b\n"
     ]
    }
   ],
   "source": [
    "assert series.static_covariates is None\n",
    "\n",
    "series_single = series.with_static_covariates(static_covs_single)\n",
    "print(\"Single row static covarites with multivariate `series`\")\n",
    "print(series_single.static_covariates)\n",
    "\n",
    "series_multi = series.with_static_covariates(static_covs_multi)\n",
    "print(\"\\nMulti row static covarites with multivariate `series`\")\n",
    "print(series_multi.static_covariates)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "638f47fb-282c-45d5-8708-42af483912a3",
   "metadata": {},
   "source": [
    "### 3. Adding static covariates at TimeSeries construction\n",
    "Static covariates can also directly be added when creating a time series with parameter `static_covariates` in most of `TimeSeries.from_*()` methods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2106e10b-8a32-4e48-9d3c-2c77bfab4473",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "static_covariates  cont cat\n",
      "component                  \n",
      "comp1               0.0   a\n",
      "comp2               2.0   c\n",
      "comp3               1.0   b\n"
     ]
    }
   ],
   "source": [
    "# add arbitrary continuous and categorical static covariates\n",
    "series = TimeSeries.from_values(\n",
    "    values=np.random.random((10, 3)),\n",
    "    columns=[\"comp1\", \"comp2\", \"comp3\"],\n",
    "    static_covariates=static_covs_multi,\n",
    ")\n",
    "print(series.static_covariates)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9caa4638-35d0-4397-98eb-672b18d94115",
   "metadata": {},
   "source": [
    "### Using static covariates with multiple TimeSeries\n",
    "Static covariates are only really useful if we use them across multiple TimeSeries. By convention, the static covariates layout (pd.DataFrame columns, index) has to be the same for all series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b6af377e-e0b8-4e36-9df7-d625789b95ee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Valid static covariates for multiple series\n",
      "static_covariates       ID  var1\n",
      "global_components  SERIES1   0.5\n",
      "static_covariates       ID  var1\n",
      "global_components  SERIES2  0.75\n"
     ]
    }
   ],
   "source": [
    "first_series = series.with_static_covariates(\n",
    "    pd.DataFrame(data={\"ID\": [\"SERIES1\"], \"var1\": [0.5]})\n",
    ")\n",
    "second_series = series.with_static_covariates(\n",
    "    pd.DataFrame(data={\"ID\": [\"SERIES2\"], \"var1\": [0.75]})\n",
    ")\n",
    "\n",
    "print(\"Valid static covariates for multiple series\")\n",
    "print(first_series.static_covariates)\n",
    "print(second_series.static_covariates)\n",
    "\n",
    "series_multi = [first_series, second_series]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18b91481-969b-449c-9f90-3ee749a93f43",
   "metadata": {},
   "source": [
    "### 4. Extract a list of time series by groups from a DataFrame using `from_group_dataframe()`\n",
    "If your DataFrame contains multiple time series which are stacked vertically, you can use `TimeSeries.from_group_dataframe()` (see the docs [here](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.from_group_dataframe)) to extract them as a list of TimeSeries instances. This requires a column or list of columns for which the DataFrame should grouped by (parameter `group_cols`).\n",
    "`group_cols` will automatically be added as static covariates to the individual series. Additional columns can be used as static covariates with parameter `static_cols`. \n",
    "\n",
    "In the example below, we generate a DataFrame which contains data of two distinct time series (overlapping/repeating dates) \"SERIES1\" and \"SERIES2\" and extract the TimeSeries with `from_group_dataframe()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "643fe7fd-0442-42ef-9109-0b58b720edd4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Input DataFrame\n",
      "        dates     comp1     comp2     comp3       ID  var1\n",
      "0  2020-01-01  0.158970  0.820993  0.976761  SERIES1  0.50\n",
      "1  2020-01-02  0.110375  0.097101  0.604846  SERIES1  0.50\n",
      "2  2020-01-03  0.656330  0.837945  0.739264  SERIES1  0.50\n",
      "3  2020-01-01  0.138183  0.096098  0.039188  SERIES2  0.75\n",
      "4  2020-01-02  0.196582  0.976459  0.282807  SERIES2  0.75\n",
      "5  2020-01-03  0.368725  0.468651  0.120197  SERIES2  0.75\n",
      "\n",
      "2 series were extracted from the input DataFrame\n",
      "Static covariates of series 0\n",
      "static_covariates       ID  var1\n",
      "global_components  SERIES1   0.5\n",
      "Static covariates of series 1\n",
      "static_covariates       ID  var1\n",
      "global_components  SERIES2  0.75\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# generate an DataFrame example\n",
    "df = pd.DataFrame(\n",
    "    data={\n",
    "        \"dates\": [\n",
    "            \"2020-01-01\",\n",
    "            \"2020-01-02\",\n",
    "            \"2020-01-03\",\n",
    "            \"2020-01-01\",\n",
    "            \"2020-01-02\",\n",
    "            \"2020-01-03\",\n",
    "        ],\n",
    "        \"comp1\": np.random.random((6,)),\n",
    "        \"comp2\": np.random.random((6,)),\n",
    "        \"comp3\": np.random.random((6,)),\n",
    "        \"ID\": [\"SERIES1\", \"SERIES1\", \"SERIES1\", \"SERIES2\", \"SERIES2\", \"SERIES2\"],\n",
    "        \"var1\": [0.5, 0.5, 0.5, 0.75, 0.75, 0.75],\n",
    "    }\n",
    ")\n",
    "print(\"Input DataFrame\")\n",
    "print(df)\n",
    "\n",
    "series_multi = TimeSeries.from_group_dataframe(\n",
    "    df,\n",
    "    time_col=\"dates\",\n",
    "    group_cols=\"ID\",  # individual time series are extracted by grouping `df` by `group_cols`\n",
    "    static_cols=[\n",
    "        \"var1\"\n",
    "    ],  # also extract these additional columns as static covariates (without grouping)\n",
    "    value_cols=[\n",
    "        \"comp1\",\n",
    "        \"comp2\",\n",
    "        \"comp3\",\n",
    "    ],  # optionally, specify the time varying columns\n",
    ")\n",
    "\n",
    "print(f\"\\n{len(series_multi)} series were extracted from the input DataFrame\")\n",
    "for i, ts in enumerate(series_multi):\n",
    "    print(f\"Static covariates of series {i}\")\n",
    "    print(ts.static_covariates)\n",
    "    ts[\"comp1\"].plot(label=f\"comp1_series_{i}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71c466ae-b136-4307-a9b5-550554ffc467",
   "metadata": {},
   "source": [
    "### 5. Scaling/Encoding/Transforming static covariate data\n",
    "There might be the need to scale numeric static covariates or encode categorical static covariates as not all models can handle non numeric static covariates. \n",
    "\n",
    "Use `StaticCovariatesTransformer` (see the docs [here](https://unit8co.github.io/darts/generated_api/darts.dataprocessing.transformers.static_covariates_transformer.html#staticcovariatestransformer)) to scale/transform static covariates. By default it uses a `MinMaxScaler` to scale numeric data, and a `OrdinalEncoder` to encode categorical data.\n",
    "Both the numeric and categorical transformers will be fit globally on static covariate data of all time series passed to `StaticCovariatesTransformer.fit()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "32455f97-f147-4b02-9838-11632488b25f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original series 0\n",
      "static_covariates       ID  var1\n",
      "global_components  SERIES1   0.5\n",
      "Transformed series 0\n",
      "static_covariates   ID  var1\n",
      "global_components  0.0   0.0\n",
      "\n",
      "Original series 1\n",
      "static_covariates       ID  var1\n",
      "global_components  SERIES2  0.75\n",
      "Transformed series 1\n",
      "static_covariates   ID  var1\n",
      "global_components  1.0   1.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from darts.dataprocessing.transformers import StaticCovariatesTransformer\n",
    "\n",
    "transformer = StaticCovariatesTransformer()\n",
    "series_transformed = transformer.fit_transform(series_multi)\n",
    "\n",
    "for i, (ts, ts_scaled) in enumerate(zip(series_multi, series_transformed)):\n",
    "    print(f\"Original series {i}\")\n",
    "    print(ts.static_covariates)\n",
    "    print(f\"Transformed series {i}\")\n",
    "    print(ts_scaled.static_covariates)\n",
    "    print(\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6db96f9-4b1f-4f7f-9897-144b8e8b270d",
   "metadata": {},
   "source": [
    "### 6. Forecasting example with `TFTModel` and static covariates\n",
    "Now let's find out if adding static covariates to a forecasting problem can improve predictive accuracy.\n",
    "We'll use `TFTModel` which supports numeric and categorical static covariates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a0e90425-1196-4a84-8f5e-b5a1597bcda5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pytorch_lightning.callbacks import TQDMProgressBar\n",
    "\n",
    "from darts import TimeSeries\n",
    "from darts.dataprocessing.transformers import StaticCovariatesTransformer\n",
    "from darts.metrics import rmse\n",
    "from darts.models import TFTModel\n",
    "from darts.utils import timeseries_generation as tg"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58c2fd83-6a2d-4b44-a88a-a5579695011e",
   "metadata": {},
   "source": [
    "#### 6.1 Experiment setup\n",
    "For our experiment, we generate two time series: a fully sine wave series (label = smooth) and sine wave series with some irregularities every other period (label = irregular, see the ramps at periods 2 and 4)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1f8af919-e0cb-4d4c-9577-04954421e187",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "period = 20\n",
    "sine_series = tg.sine_timeseries(\n",
    "    length=4 * period, value_frequency=1 / period, column_name=\"smooth\", freq=\"h\"\n",
    ")\n",
    "\n",
    "sine_vals = sine_series.values()\n",
    "linear_vals = np.expand_dims(np.linspace(1, -1, num=19), -1)\n",
    "\n",
    "sine_vals[21:40] = linear_vals\n",
    "sine_vals[61:80] = linear_vals\n",
    "irregular_series = TimeSeries.from_times_and_values(\n",
    "    values=sine_vals, times=sine_series.time_index, columns=[\"irregular\"]\n",
    ")\n",
    "sine_series.plot()\n",
    "irregular_series.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "783504a3-65f3-40bc-8a1f-ed5a090b98e7",
   "metadata": {},
   "source": [
    "We will use three different setups for training and evaluation:\n",
    "\n",
    "1. fit/predict without static covariates\n",
    "2. fit/predict with binary (numeric) static covariates\n",
    "3. fit/predict with categorical static covariates\n",
    "\n",
    "For each setup we'll train the model on both series and then only use only the 3rd period (sine wave for both series) to predict the 4th period (sine for \"smooth\" and ramp for \"irregular\").\n",
    "\n",
    "What we hope for is that the model without static covariates performs worse than the other ones. The non-static model should not be able to recognize whether the underlying series used in `predict()` is the *smooth* or the *irregular* series as it only gets a sine wave curve as input (3rd period). This should result in a forecast somewhere inbetween the smooth and irregular series (learned by minimizing the global loss during training).\n",
    "\n",
    "Now this is where static covariates can really help. For example, we can embed data about the curve type into the **target** series through static covariates. With this information, we'd expect the models to generate improved forecasts.\n",
    "\n",
    "First we create some helper functions to apply the same experiment conditions to all models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "76279b10-1c94-46c7-9b91-6b59398a6c8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_case(model, train_series, predict_series):\n",
    "    \"\"\"helper function which performs model training, prediction and plotting\"\"\"\n",
    "    model.fit(train_series)\n",
    "    preds = model.predict(n=int(period / 2), num_samples=250, series=predict_series)\n",
    "    for ts, ps in zip(train_series, preds):\n",
    "        ts.plot()\n",
    "        ps.plot()\n",
    "        plt.show()\n",
    "    return preds\n",
    "\n",
    "\n",
    "def get_model_params():\n",
    "    \"\"\"helper function that generates model parameters with a new Progress Bar object\"\"\"\n",
    "    return {\n",
    "        \"input_chunk_length\": int(period / 2),\n",
    "        \"output_chunk_length\": int(period / 2),\n",
    "        \"add_encoders\": {\n",
    "            \"datetime_attribute\": {\"future\": [\"hour\"]}\n",
    "        },  # TFTModel requires future input, with this we won't have to supply any future_covariates\n",
    "        \"random_state\": 42,\n",
    "        \"n_epochs\": 150,\n",
    "        \"pl_trainer_kwargs\": {\n",
    "            \"callbacks\": [TQDMProgressBar(refresh_rate=4)],\n",
    "        },\n",
    "    }"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99faf9bc-305a-4897-8f10-5f8ac3777601",
   "metadata": {},
   "source": [
    "### 6.2 Forecasting without static covariates\n",
    "Let's train the first model without any static covariates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7a8411c3-b02a-4b19-97bb-46a253f43338",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2395efae7e7640ceb1c84c0c76b35c87",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a884d98e5f0143d4931b4d9a4ec8079a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_series = [sine_series, irregular_series]\n",
    "for series in train_series:\n",
    "    assert not series.has_static_covariates\n",
    "\n",
    "model = TFTModel(**get_model_params())\n",
    "preds = test_case(\n",
    "    model,\n",
    "    train_series,\n",
    "    predict_series=[series[:60] for series in train_series],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0c99b81-c62a-4712-8b53-57adfaae4b10",
   "metadata": {},
   "source": [
    "From the plot you can see that the forecast began after period 3 (~01-03-2022 - 12:00). The prediciton input were the last `input_chunk_length=10` values - which are identical for both series (sine wave).\n",
    "\n",
    "As expected, the model was not able to determine the type of the underlying prediciton series (smooth or irregular) and generate a sine-wave like forecast for both."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb22bf06-9803-40f6-9d37-25e65840a4ad",
   "metadata": {},
   "source": [
    "### 6.3 Forecasting with 0/1 binary static covariates (numeric)\n",
    "\n",
    "Now let's repeat the experiment but this time we add information about the curve type as a binary (numeric) static covariate named `\"curve_type\"`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "44b34b11-d5de-4d6d-a817-b584b12fb12a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "static_covariates  curve_type\n",
      "component                    \n",
      "smooth                    1.0\n",
      "static_covariates  curve_type\n",
      "component                    \n",
      "irregular                 0.0\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "82582b9362ad4f1aaa9168f190ac06ba",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "040b37be4fe04674baabdbc4044a2b7a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sine_series_st_bin = sine_series.with_static_covariates(\n",
    "    pd.DataFrame(data={\"curve_type\": [1]})\n",
    ")\n",
    "irregular_series_st_bin = irregular_series.with_static_covariates(\n",
    "    pd.DataFrame(data={\"curve_type\": [0]})\n",
    ")\n",
    "\n",
    "train_series = [sine_series_st_bin, irregular_series_st_bin]\n",
    "for series in train_series:\n",
    "    print(series.static_covariates)\n",
    "\n",
    "model = TFTModel(**get_model_params())\n",
    "preds_st_bin = test_case(\n",
    "    model,\n",
    "    train_series,\n",
    "    predict_series=[series[:60] for series in train_series],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbfe3526-d346-4eda-91c3-3e61cc9de0be",
   "metadata": {},
   "source": [
    "That already looks much better! The model was able to identify the curve type/category from the binary static covariate feature."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9298d11f-3864-461d-a364-6b2e5e45d2f6",
   "metadata": {},
   "source": [
    "### 6.4 Forecasting with categorical static covariates\n",
    "The last experiment already showed promising results. So why not only use binary features for categorical data?\n",
    "While it might have worked well for our two time series, if we had more curve types we'd need to one hot encode \n",
    "the feature into a binary variable for each category. With a lot of categories, this lead to a large number of \n",
    "features/predictors and multicollinearity which can lower the model's predictive accuracy.\n",
    "\n",
    "As a last experiment, let's use the curve type as a categorical feature. `TFTModel` learns an embedding for categorical features.\n",
    "Darts' `TorchForecastingModels` (such as `TFTModel`) only support numeric data. Before training we need to transform the `\"curve_type\"` into a integer-valued feature with `StaticCovariatesTransformer` (see section 5.). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "05d6e39c-ff99-4354-96be-756062ab3941",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Static covariates before encoding:\n",
      "static_covariates curve_type\n",
      "component                   \n",
      "smooth                smooth\n",
      "\n",
      "Static covariates after encoding:\n",
      "static_covariates  curve_type\n",
      "component                    \n",
      "smooth                    1.0\n"
     ]
    }
   ],
   "source": [
    "sine_series_st_cat = sine_series.with_static_covariates(\n",
    "    pd.DataFrame(data={\"curve_type\": [\"smooth\"]})\n",
    ")\n",
    "irregular_series_st_cat = irregular_series.with_static_covariates(\n",
    "    pd.DataFrame(data={\"curve_type\": [\"non_smooth\"]})\n",
    ")\n",
    "\n",
    "train_series = [sine_series_st_cat, irregular_series_st_cat]\n",
    "print(\"Static covariates before encoding:\")\n",
    "print(train_series[0].static_covariates)\n",
    "\n",
    "# use StaticCovariatesTransformer to encode categorical static covariates into numeric data\n",
    "scaler = StaticCovariatesTransformer()\n",
    "train_series = scaler.fit_transform(train_series)\n",
    "print(\"\\nStatic covariates after encoding:\")\n",
    "print(train_series[0].static_covariates)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "638b7f2b-203d-44cc-a5b2-ef3b46c0d4e3",
   "metadata": {},
   "source": [
    "No all we need to do is tell `TFTModel` that `\"curve_type\"` is a categorical variable that requires embedding.\n",
    "We can do so with model parameter `categorical_embedding_sizes` which is a dictionary of: {feature name: (number of categories, embedding size)}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "dc7eb492-692d-41ec-958d-6bddbdaed937",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b59c349f32f64ba297e4c9f94b53132c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f9d4b420a6be40d5bcb3a35a65f99e77",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_categories = 2  # \"smooth\" and \"non_smooth\"\n",
    "embedding_size = 2  # embed the categorical variable into a numeric vector of size 2\n",
    "categorical_embedding_sizes = {\"curve_type\": (n_categories, embedding_size)}\n",
    "\n",
    "model = TFTModel(\n",
    "    categorical_embedding_sizes=categorical_embedding_sizes, **get_model_params()\n",
    ")\n",
    "preds_st_cat = test_case(\n",
    "    model,\n",
    "    train_series,\n",
    "    predict_series=[series[:60] for series in train_series],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ebcfe69-b5e3-40a6-971d-ddbc48d032a9",
   "metadata": {},
   "source": [
    "Nice, that seems to have worked as well! As a last step, let's look at how the models performed compared to each other."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "dd7784f1-a7b4-4f37-9898-66120a421a97",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metric\n",
      "        no st    bin st    cat st\n",
      "RMSE  0.16352  0.042527  0.050242\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metric\n",
      "         no st    bin st    cat st\n",
      "RMSE  0.289051  0.138122  0.138631\n"
     ]
    }
   ],
   "source": [
    "for series, ps_no_st, ps_st_bin, ps_st_cat in zip(\n",
    "    train_series, preds, preds_st_bin, preds_st_cat\n",
    "):\n",
    "    series[-40:].plot(label=\"target\")\n",
    "    ps_no_st.quantile(0.5).plot(label=\"no static covs\")\n",
    "    ps_st_bin.quantile(0.5).plot(label=\"binary static covs\")\n",
    "    ps_st_cat.quantile(0.5).plot(label=\"categorical static covs\")\n",
    "    plt.show()\n",
    "    print(\"Metric\")\n",
    "    print(\n",
    "        pd.DataFrame(\n",
    "            {\n",
    "                name: [rmse(series, ps)]\n",
    "                for name, ps in zip(\n",
    "                    [\"no st\", \"bin st\", \"cat st\"], [ps_no_st, ps_st_bin, ps_st_cat]\n",
    "                )\n",
    "            },\n",
    "            index=[\"RMSE\"],\n",
    "        )\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b30c424f-42d1-428d-8424-48c2ca052c66",
   "metadata": {},
   "source": [
    "These are great results! Both approaches using static covariates decreased the RMSE by more than halve for both series compared to the baseline!\n",
    "\n",
    "*Note that we only used one static covariate feature, but you can use as many as want including mixtures of data types (numeric and categorical).*"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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